{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Use OSMnx to construct place boundaries and street networks, and save as various file formats for working with later\n",
    "\n",
    "Author: [Geoff Boeing](https://geoffboeing.com/)\n",
    "\n",
    "  - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n",
    "  - [GitHub repo](https://github.com/gboeing/osmnx)\n",
    "  - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n",
    "  - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n",
    "  - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.11'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import osmnx as ox\n",
    "%matplotlib inline\n",
    "ox.config(log_console=True, use_cache=True)\n",
    "ox.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "place = 'Piedmont, California, USA'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get place shape geometries from OSM and save as shapefile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "<shapely.geometry.polygon.Polygon at 0x224cad05358>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf = ox.gdf_from_place(place)\n",
    "gdf.loc[0, 'geometry']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save place boundary geometry as ESRI shapefile\n",
    "ox.save_gdf_shapefile(gdf, filename='place-shape')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Construct street network and save as shapefile to work with in GIS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "G = ox.graph_from_place(place, network_type='drive')\n",
    "G_projected = ox.project_graph(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save street network as ESRI shapefile\n",
    "ox.save_graph_shapefile(G_projected, filename='network-shape')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save street network as GraphML to work with in Gephi or NetworkX"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save street network as GraphML file\n",
    "ox.save_graphml(G_projected, filename='network.graphml')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save street network as SVG to work with in Illustrator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save street network as SVG\n",
    "fig, ax = ox.plot_graph(G_projected, show=False, save=True, \n",
    "                           filename='network', file_format='svg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load street network from saved GraphML file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 645.26x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G2 = ox.load_graphml('network.graphml')\n",
    "fig, ax = ox.plot_graph(G2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save building footprints as a shapefile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf = ox.footprints_from_place(place='Piedmont, California, USA')\n",
    "gdf.drop(labels='nodes', axis=1).to_file('data/piedmont_bldgs')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python (ox)",
   "language": "python",
   "name": "ox"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
